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st: relative importance of independent variables
From
Stefan Nijssen <[email protected]>
To
[email protected]
Subject
st: relative importance of independent variables
Date
Tue, 14 Jun 2011 14:04:50 +0200
Hi all,
I am running an OLS, see below, in which I relate 3 variables (currentratio, margin and da) to OAS, all continuous. I control for industry and country (twice a triple dummy, added to the equation). Seems to perform reasonably well to me. However, I have one last issue to overcome. I would like to determine the relative importance to the model, and especially the hierarchy of this importance, of the three independent variables currentratio, margin and da. Probably this is task must be doable but I cant seem to find a proper way through any academic articles or google. Can anyone help me in this?
Thank you,
Stefan Nijssen
. reg oas currentratio margin da IND FIN EMU UK if year==1
Source | SS df MS Number of obs = 131
-------------+------------------------------ F( 7, 123) = 14.83
Model | 332.814377 7 47.544911 Prob > F = 0.0000
Residual | 394.273742 123 3.20547758 R-squared = 0.4577
-------------+------------------------------ Adj R-squared = 0.4269
Total | 727.088119 130 5.59298553 Root MSE = 1.7904
------------------------------------------------------------------------------
oas | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
currentratio | -1.050236 .3994786 -2.63 0.010 -1.840979 -.2594922
margin | -.1352543 .0155866 -8.68 0.000 -.1661069 -.1044016
da | 2.435625 .8356272 2.91 0.004 .7815525 4.089698
IND | -.8265469 .610527 -1.35 0.178 -2.035048 .3819539
FIN | -2.925942 1.885989 -1.55 0.123 -6.659141 .8072569
EMU | -.5150726 .4835976 -1.07 0.289 -1.472324 .4421792
UK | .5128902 .627246 0.82 0.415 -.7287048 1.754485
_cons | 3.837967 .9538036 4.02 0.000 1.949971 5.725963
------------------------------------------------------------------------------
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